MLP autoencoder with attention

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Does anyone have a PyTorch example to show the implementation of the (self-) attention mechanism using MLP autoencoder rather than RNN autoencoder? http://ufldl.stanford.edu/wiki/index.php/Autoencoders_and_Sparsity